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ACM Transactions on

Applied Perception (TAP)

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Acting Together: Joint Pedestrian Road Crossing in an Immersive Virtual Environment

Comparison of Two Methods for Improving Distance Perception in Virtual Reality

Creating Thermal Icons—A Model-Based Approach

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About TAP

ACM Transactions on Applied Perception aims to strengthen the synergy between computer science and psychology/perception by publishing top quality papers that help to unify research in these fields.

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Measuring Cognitive Load and Stress by Stress-Induced Vascular Response Index

Measuring cognitive load and stress is crucial for ubiquitous human-computer-interactive applications to dynamically understand and respond to users' mental status, e.g. smart healthcare, smart driving and robotics. Researchers have attempted various quantitative methods, such as physiological and behavioral methods. However, as sensitivity, reliability and usability cannot be satisfactorily met at the same time, many current methods are not ideal for ubiquitous applications. In this paper, we propose a novel photoplethysmogram (PPG)-based stress induced vascular index (sVRI) to measure cognitive load and stress. We provide the basic methodology and detailed algorithm framework to validate sVRI measurement. We verify the sensitivity, reliability and usability of the sVRI in transmission mode (sVRI-t) and reflection mode (sVRI-r) respectively by using arithmetic calculations as cognitive tasks. Compared with blood pressure (BP), heart rate variation (HRV), and electrodermal activity (EDA) recorded simultaneously, our findings showed sVRI's potential as a sensitive, reliable and usable parameter, and suggested sVRI-r's potential for integration with ubiquitous touch interactions for dynamic cognition and stress-sensing scenarios.

A Comparison of Distance Estimation in HMD-based Virtual Environments with Different HMD-based Conditions

Underestimation of egocentric distances in immersive virtual environments using various head-mounted displays (HMDs) has been a puzzling topic of research interest for several years. As more commodity level systems become available to developers, it is important to test the variation in underestimation in each system since reasons for underestimation remain elusive. In this paper, we examine several different systems in two experiments and comparatively evaluate how much users underestimate distances using them. To test distance estimation, a standard indirect blind walking task was used. An Oculus Rift DK1, a weighted Oculus Rift DK1, an Oculus Rift DK1 with an artificially restricted field of view, an Nvis SX60, an Nvis SX111, an Oculus Rift DK2, an Oculus Rift consumer version (CV1), and an HTC Vive were tested. The weighted and restricted field of view HMDs were evaluated to determine the effect of these factors on distance underestimation; the other systems were evaluated because they are popular systems that are widely available. We found that weight and field of view restrictions heightened underestimation in the Rift DK1. Results from these were comparable to the Nvis SX60 and SX111. The Oculus Rift in its DK1 and consumer versions possessed the least amount of distance compression, but in general commodity level HMDs provided more accurate estimates of distance than the prior generation of head-mounted displays.

Towards Affective Handles for Tuning Vibrations

When refining or personalizing a design, we count on being able to modify or move an element by changing its parameters rather than creating it anew in a different form or location -- a standard utility in graphic and auditory authoring tools. Similarly, we need to tune vibrotactile sensations to fit new use cases, distinguish members of communicative icon sets and personalize items. For tactile vibration display, however, we lack knowledge of the human perceptual mappings which must underlie such tools. Based on evidence that affective dimensions are a natural way to tune vibrations for practical purposes, we attempted to manipulate perception along three emotion dimensions (agitation, liveliness, and strangeness) using engineering parameters of hypothesized relevance. Results from two user studies show that an automatable algorithm can increase a vibration's perceived agitation and liveliness to different degrees via signal energy, while increasing its discontinuity or randomness makes it more strange. These continuous mappings apply across diverse base vibrations; the extent of achievable emotion change varies. These results illustrate the potential for developing vibrotactile emotion controls as efficient tuning tools for designers and end-users.

Light Shapes: Perception-Based Visualizations of the Global Light Transport

In computer graphics, illuminating a scene is a complex task, typically consisting of cycles of adjusting and rendering the scene to see the e ects. We propose a technique for visualization of light as a tensor eld via extracting its properties (i.e. intensity, direction, di useness) from radiance measurements and showing these properties as a grid of shapes over a volume of a scene. Presented in the viewport, our visualizations give an understanding of the illumination conditions in the measured volume for both the local values and the global variations of light properties. Additionally, they allow quick inferences of the resulting visual appearance of (objects in) scenes without the need to render them. In our evaluation, observers performed at least as well using visualizations as using renderings when they were comparing illumination between parts of a scene and inferring the nal appearance of objects in the measured volume. Therefore, the proposed visualizations are expected to help lighting professionals by providing perceptually relevant information about the light in a scene.

Behavior Analysis of Human Locomotion in the Real World and Virtual Reality for the Manufacturing Industry

For manufacturing industry, the increasing demand for mass-customization coupled with traditional requirements for delivering products with no sacrifice in quality is currently leading to various challenges. As one consequence of these profound changes, the way in which the production of a novel derivate (e.g. a car) is planned successively transforms from a hardware-based to an entirely digitized process. For instance, today the vast majority of manual assembly tasks within an automotive final assembly line are verified in virtual worlds using recent visualization techniques such as head-mounted displays (HMD). The validity of the results gathered in such simulations and consequently their significance for planning such lines, however, is widely unknown - in particular with regard to human locomotion behavior. Consequently, it is crucial to investigate the behavioral disparity between walking tasks being performed in reality without any equipment and in immersive virtual reality while wearing an HMD, in order to increase the prediction quality of virtual manufacturing in general. This paper therefore presents a holistic evaluation, analyzing human gait in three experiments replicated both in virtual reality and in reality. The experiments cover linear walking, non-linear walking, and obstacle avoidance. The results provide novel insights into the effect of walking in immersive virtual reality on specific gait parameters. For linear walking, the results unveil that the HMD has only a small effect (i.e., 5%  8%) on walking velocity. Regarding non-linear walking towards an oriented target, a negligible influence on the turning pattern can be determined by geometrical path comparison for lower path curvatures, while for higher curvatures a small effect is observed. Finally, while exploring the obstacle avoidance behavior, only minor differences in terms of clearance distance (i.e., H 6%) can be observed in two different obstacle configurations. The overall-differences in terms of walking-behavior are modeled using regression models, thus allowing the general usage within various domains. Summarizing, it can be concluded that VR can be used to analyze and plan human locomotion, however, with the caution that specific details may have to be computationally adjusted in order to transfer findings to reality.

A Human-Perceived Softness Measure of Virtual 3D Objects

We introduce the problem of computing a human-perceived softness measure for virtual 3D objects. As the virtual objects do not exist in the real world, we do not directly consider their physical properties but instead compute the human-perceived softness of the geometric shapes. In an initial experiment, we find that humans are highly consistent in their responses when given a pair of vertices on a 3D model and asked to select the vertex that they perceive to be more soft. This motivates us to take a crowdsourcing and machine learning framework. We collect crowdsourced data for such pairs of vertices. We then combine a learning-to-rank approach and a multi-layer neural network to learn a non-linear softness measure mapping any vertex to a softness value. For a new 3D shape, we can use the learned measure to compute the relative softness of every vertex on its surface. We demonstrate the robustness of our framework with a variety of 3D shapes and compare our non-linear learning approach with a linear method from previous work. Finally, we demonstrate the accuracy of our learned measure with user studies comparing our measure with the human-perceived softness of both virtual and real objects, and we show the usefulness of our measure with some applications.

Influence of Screen Size and Field of View on Perceived Brightness

We present a study into the perception of display brightness as related to the physical size and distance of the screen from the observer. Brightness perception is a complex topic, which is influenced by a number of lower and higher order factors - with empirical evidence from the cinema industry suggesting that display size may play a significant role. To test this hypothesis, we conducted a series of user studies exploring brightness perception for a range of displays and distances from the observer that span representative use scenarios. Our results suggest that retinal size is not sufficient to explain the range of discovered brightness variations, but is sufficient in combination with physical distance from the observer. The resulting model can be used as a step towards perceptually correcting image brightness perception based on target display parameters. This can be leveraged for energy management and the preservation of artistic intent. A pilot study suggests that adaptation luminance is an additional factor for the magnitude of the effect.

Bibliometrics

Publication Years 2004-2018
Publication Count 366
Citation Count 1885
Available for Download 366
Downloads (6 weeks) 1562
Downloads (12 Months) 13876
Downloads (cumulative) 180354
Average downloads per article 493
Average citations per article 5
First Name Last Name Award
Frederick Brooks ACM-IEEE CS Eckert-Mauchly Award (2004)
ACM A. M. Turing Award (1999)
ACM AAAI Allen Newell Award (1994)
ACM Fellows (1994)
ACM Distinguished Service Award (1987)
David S Ebert ACM Senior Member (2009)
Keith Brian Gallagher ACM Senior Member (2016)
Mashhuda Glencross ACM Senior Member (2017)
Simon Harper ACM Distinguished Member (2014)
ACM Senior Member (2009)
Victoria L Interrante ACM Senior Member (2007)
Sara Kiesler ACM Fellows (2010)
Ming C Lin ACM Fellows (2011)
Holly E Rushmeier ACM Fellows (2016)
ACM Distinguished Member (2006)
Shumin Zhai ACM Fellows (2010)
ACM Distinguished Member (2006)
Shumin Zhai ACM Fellows (2010)
ACM Distinguished Member (2006)

First Name Last Name Paper Counts
Carol O'Sullivan 14
Heinrich Bülthoff 12
William Thompson 8
Robert Allison 7
Christian Wallraven 7
Sarah Creem-Regehr 7
Roberta Klatzky 6
Jessica Hodgins 6
Douglas Cunningham 6
Rachel McDonnell 5
Hong Tan 5
Andrew Duchowski 5
Jukka Häkkinen 4
Bruce Walker 4
Matthias Bernhard 4
Marcus Magnor 4
Jonathan Kelly 4
Bobby Bodenheimer 4
Scott Kuhl 4
Laurie Wilcox 4
Katerina Mania 4
Stephen Brewster 4
Bernhard Riecke 4
Tom Troscianko 4
Joseph Kearney 4
Sophie Jörg 4
Nadine Miner 4
John Rieser 4
Jodie Plumert 4
Alan Chalmers 4
Elizabeth Carter 4
Erik Reinhard 3
Ludovic Hoyet 3
Martin Banks 3
Marc Ernst 3
Jeanine Stefanucci 3
Guillaume Lavoué 3
Cathy Ennis 3
Veikko Surakka 3
Peter Willemsen 3
Karol Myszkowski 3
Thomas Caudell 3
Colin Ware 3
Michael Wimmer 3
Laura Trutoiu 3
Jörg Schulte-Pelkum 3
Diego Gutierrez 3
Oleg Komogortsev 3
Michael Langer 3
Mel Slater 3
Davide Rocchesso 3
Hans Seidel 3
James Cremer 3
Fiona Newell 3
Tuomas Leisti 3
Jenni Radun 3
Betty Mohler 3
Tapio Lokki 3
Greg Kramer 3
Frank Durgin 2
Veronica Sundstedt 2
Gayathri Narasimham 2
James Clark 2
Jan Souman 2
Dik Hermes 2
Kimberly Turnage 2
Barbara Shinn-Cunningham 2
Evangelos Mitsopoulos 2
Thomas Hermann 2
Vincent Hayward 2
Benjamin Balas 2
George Drettakis 2
Izabela Krejtz 2
Adar Pelah 2
Yann Morvan 2
Betsy Williams 2
Ann McNamara 2
Rafał Mantiuk 2
Alessandro De Luca 2
Timofey Grechkin 2
Faustina Hwang 2
Sébastien Roy 2
Douglas Brungart 2
Terri Bonebright 2
Helge Ritter 2
Matti Gröhn 2
Susan Lederman 2
Allison Okamura 2
Maryam Mustafa 2
Adrian Schwaninger 2
Hideyuki Ando 2
Corey Holland 2
Ilja Frissen 2
Rob Gray 2
Jack Loomis 2
Holly Rushmeier 2
Min Kim 2
Georgios Marentakis 2
Michael Neff 2
Mark Fairchild 2
Timothy Dixon 2
Lucia Cherep 2
Frans Cornelissen 2
Mekides Abebe 2
Tania Pouli 2
Iain Matthews 2
P Phillips 2
Alice O'Toole 2
Pirkko Oittinen 2
Paul Vickers 2
Elena Kokkinara 2
Krzysztof Krejtz 2
Göte Nyman 2
Tobias Ritschel 2
Markus Heyde 2
Roland Fleming 2
Carmen Au 2
Slawomir Nasuto 2
Colin Ware 2
Ahmet Akyüz 2
Lior Shamir 2
John Flowers 2
Dion Buhman 2
Stephen Barrass 2
Timothy Streeter 2
Julia Vogel 2
Theresa Cooke 2
Taro Maeda 2
Eli Peli 2
Robert Stevens 2
David Tolhurst 2
Alexey Karpov 2
Sabarish Babu 2
Dana Ballard 2
Tien Nguyen 2
Lavanya Sharan 2
Eduardo Miranda 2
James Weaver 2
Mikael Fernström 2
Brian Simpson 2
Tapio Takala 2
Richard Tyrrell 2
Christopher Pagano 2
Lynette Jones 2
Margaret Atkins 2
Duncan Williams 2
Ian Daly 2
Alistair Edwards 2
Michael Hecher 2
Brian Katz 2
Kees Van Den Doel 2
James Walker 2
Gordon Legge 2
Jean Martin 2
Stephen Mcadams 2
Garrett Johnson 2
Paolo Giordano 2
Susana Castillo 2
Zachary Siegel 2
Alexis Kirke 2
Vincent Couture 2
Efstathios Stavrakis 2
Anatole Lécuyer 2
Tero Vuori 2
Carol O’sullivan 1
Yaqing Niu 1
Harold Nefs 1
Erol Aygar 1
Martin Giese 1
Simone Frintrop 1
Nicolas Bonneel 1
Rutger Rienks 1
Daniel Berger 1
Tom Giraud 1
Rahul Chaudhari 1
Katherine Kuchenbecker 1
Lars Pettersson 1
Jan Koenderink 1
Patrick Foo 1
Russell Woods 1
M To 1
Leo Gugerty 1
Zeynep Yildiz 1
Paola Cesari 1
Veikko Surakka 1
Camille Goudeseune 1
Marilyn Walker 1
Aishat Aloba 1
Amanda Castonguay 1
Elham Ebrahimi 1
Changmeng Liu 1
Nathan Sprague 1
Nathaniel Durlach 1
Sebastian Kannengiesser 1
Cedric Canagarajah 1
Marios Avraamides 1
Caterina Ripamonti 1
John Helliker 1
Kenneth Vanhoey 1
Robert Albrecht 1
Mathias Müller 1
Andrew Beall 1
Nicoletta Noceti 1
Alessandra Sciutti 1
Javier Romero 1
Nancy Pollard 1
Ali Israr 1
Jill Lehman 1
James Hallowell 1
Thomas Ertl 1
Jean Martens 1
Michael Ashikhmin 1
Henrik Christensen 1
Isabelle Viaud-Delmon 1
Ronald Poppe 1
Brice Isableu 1
Fernando Gonzalez Perilli 1
Natalia Villalobos 1
Eckehard Steinbach 1
Tue Andersen 1
Stefan Seipel 1
Henry Apfelbaum 1
Paris Stringfellow 1
Simon Dobbyn 1
Andrew Cox 1
Carsten Dachsbacher 1
Gabriel Robles-De-La-Torre 1
Yoren Gaffary 1
Kaihsiang Lin 1
Taiki Fukiage 1
Sara Kiesler 1
Sarah Rust 1
Victoria Interrante 1
David Bull 1
Jan Noyes 1
Daniel Feuereissen 1
Paul Reitsma 1
Martin Schwaiger 1
Heinrich Bülthoff 1
Christine Ziemer 1
Benjamin Chihak 1
Roslizawaty Rosli 1
Minghui Tan 1
Ethan Smith 1
Mohamed Larabi 1
Boris Velichkovsky 1
Jens Helmert 1
Takahiko Horiuchi 1
Sylvia Pont 1
Siyan Zhao 1
Michael Raschke 1
Mohamed ElHelw 1
Evan Palmer 1
Peter Mitchell 1
Tomohiro Amemiya 1
Jean Olives 1
Abhijit Narvekar 1
Christopher Peters 1
Marco Bernardo 1
Osman Kaya 1
Tomasz Macura 1
Jennifer Veitch 1
Shahrul Badariah 1
Amitabh Varshney 1
Antti Oulasvirta 1
Miguel Alonso-Arevalo 1
Marc Rebillat 1
Christopher Healey 1
Hong Bao 1
Giulio Ruffini 1
Ross Messing 1
Youngha Chang 1
Darren Cosker 1
Akihito Sano 1
Ryo Kikuuwe 1
Phillip Dunston 1
Alícia Casals 1
Micah Bojrab 1
Elmedin Selmanović 1
Adrien Merer 1
Richard Kronland-Martinet 1
Hannes Gamper 1
Philip Ogunbona 1
Yoichi Sato 1
Kristian Nymoen 1
Rolf Bernhardt 1
Tobias Kalisch 1
Trevor Dobbins 1
James Jones 1
Peter Hancock 1
Gerd Bruder 1
Matthieu Courgeon 1
David Jáuregui 1
Robert Bobrow 1
Michele Vicovaro 1
Oliver Mattausch 1
Timothy Hattenberger 1
Stephen Ellis 1
Jan Koenderink 1
Vebjorn Ekroll 1
Agnieszka Szarkowska 1
Gianni Fenu 1
Lucio Spano 1
Laurent Itti 1
Manuele Bicego 1
Enrico Grosso 1
Caroline Jay 1
Justine Grave 1
Roberto Cesar- 1
Cheryl Hamilton 1
Karl Gegenfurtner 1
Dirk Neumann 1
Roy Eagleson 1
Sally Linkenauger 1
Jussi Hakala 1
David Moffat 1
Yuanyuan Jiang 1
Pooya Rahimian 1
Dominik Endres 1
Stephen Bailey 1
Fernando Navarro 1
Pawan Sinha 1
Clemens Schuwerk 1
Xiao Xu 1
Tapani Pihlajamaki 1
Philippe Fuchs 1
Daniel Pineo 1
Stephen Palmisano 1
Sidhartha Chaudhury 1
Marina Kolesnik 1
James Barabas 1
David Bate 1
Kaveri Thakur 1
Tolga Çapın 1
Jussi Rantala 1
Eakta Jain 1
Mehdi Ammi 1
Stephen Gilbert 1
Eliot Winer 1
Atul Rungta 1
Dinesh Manocha 1
Jiangtao Kuang 1
Charlotte Reed 1
Eduardo Canga 1
Javeen Pereira 1
Ulrich Weidenbacher 1
Jeff Pelz 1
Robert Proctor 1
Eunice Jun 1
Pierre Kraemer 1
Roy Smith 1
Federico Barbagli 1
Kenneth Salisbury 1
Yina Li 1
Francesca Odone 1
Giulio Sandini 1
Radosław Mantiuk 1
Payman Aflaki 1
Keita Hirai 1
Kang Zhang 1
Stephan De La Rosa 1
Michael Black 1
Petr Kellnhofer 1
Peter Vangorp 1
Etienne Roesch 1
Julie Dorsey 1
Koert Van Mensvoort 1
Peter Vos 1
Guy Newsham 1
Phil Watten 1
Luca Mion 1
Xaiobo An 1
Antti Nurminen 1
Etienne Corteel 1
Nicolas Holliman 1
Rycharde Hawkes 1
S Galvan 1
Masayuki Nakajima 1
Kara Recker 1
T Bianco 1
Brandon Pelfrey 1
Donald House 1
Mark Billinghurst 1
Xiangyu Wang 1
John Dill 1
Jonas Schmidtler 1
Henning Schmidt 1
Burkhard Pleger 1
Patrick Ragert 1
Chris Jansen 1
Jan Van Erp 1
Christophe D’alessandro 1
Toni Vanhala 1
Hunter Murphy 1
Haider Easa 1
Poika Isokoski 1
Chen Yu 1
Yong Xu 1
Miquel Feixas 1
Volkan Patoglu 1
Mahesh Subedar 1
Lina Karam 1
Mikko Nuutinen 1
Sarah Morrison-Smith 1
Jenny Nissel 1
Cullen Jackson 1
Pekka Niemenlehto 1
Markus Leyrer 1
Simon Alexanderson 1
Rachel Albert 1
Dirk Arnold 1
Matthew Kyan 1
Volker Blanz 1
Giovanni Poli 1
Louise O’hare 1
Paul Hibbard 1
Onkar Dabeer 1
Bliss Altenhoff 1
Timothy Davis 1
Franziska Hofer 1
Bernt Schiele 1
Ross Maciejewski 1
David Ebert 1
Mats Lind 1
Thomas Buhrmann 1
Brian Melloy 1
Aleksander Väljamäe 1
Jani Lylykangas 1
Martin Breidt 1
Timothy Clausner 1
George Stetten 1
Paul Watters 1
John Wann 1
Olle Eriksson 1
Ilya Goldberg 1
Robert Liere 1
Fiona Rivera 1
Massimiliano Luca 1
Sarah Howlett 1
Baptiste Caramiaux 1
Norbert Schnell 1
Claudio Pacchierotti 1
A Seward 1
Cynthia Sahm 1
DoHyoung Shin 1
Angelica Aviles-Rivero 1
Michel Abdul-Massih 1
Mikko Kytö 1
Aleksi Makinen 1
Wanqing Li 1
Tifanie Bouchara 1
James Alty 1
Peter Schwenkreis 1
Laron Walker 1
Scott Crittenden 1
Mark Bolas 1
Franz Faul 1
Jason Jerald 1
Jonathan Herberg 1
Vuokko Lantz 1
Yanfang Li 1
Masoodmehmood Khan 1
Andrea Van Doorn 1
Ellen Winner 1
Qi Wang 1
Yossi Zana 1
John Baxter 1
Sandrine Ribaupierre 1
Radosław Niewiadomski 1
Catherine Pélachaud 1
Pat Hanrahan 1
David Luebke 1
Xihe Gao 1
Matthaeus Schumacher 1
Olivia Holmes 1
Jose Nunez-Varela 1
Sampath Jayarathna 1
Takahiro Kawabe 1
Hany Farid 1
Ming Lin 1
C Párraga 1
Jiří Filip 1
Roland Richter 1
David Waller 1
Charles Spence 1
Reginald Golledge 1
Adrian Moise 1
Maryam Homayouni 1
Miska Hannuksela 1
Takafumi Katsunuma 1
Paymon Rafian 1
Jiajing Zhang 1
Hermann Pflüger 1
Richard Wilkie 1
Anke Huckauf 1
Huib De Ridder 1
Rosalind Freeman 1
António Pinheiro 1
Benjamin Meyer 1
Mark Vollrath 1
Nikita Orlov 1
Youngmin Kim 1
Simon Shelley 1
Armin Kohlrausch 1
Simon Rushton 1
David Marshall 1
John Hamill 1
Patrick Susini 1
James Hahn 1
Moritz Körber 1
Kurt Debattista 1
Caolan McNamara 1
Lawton Verner 1
Jörg Krüger 1
Stefan Hesse 1
Knut Drewing 1
Michael Fritschi 1
Maryse Legault 1
Ron Reifenberger 1
Anup Basu 1
Lars Omlor 1
Stefan Guthe 1
Rasmus Stenholt 1
George Koulieris 1
Clara Suied 1
Nicholas Giudice 1
Joan Lopez-Moliner 1
Tomasz Szmidt 1
Ville Pulkki 1
Laure Leroy 1
Juno Kim 1
April Ash 1
Lei Hao 1
Herbert Pick, 1
Lee Lichtenstein 1
Mark Colton 1
Jan Kautz 1
Jorge Jimenez 1
Iain Gilchrist 1
Melissa Burton 1
Brice Pollock 1
Eduardo Rubio 1
Isabella Cuba 1
Hiroshi Yamaguchi 1
Dipinder Rekhi 1
Michal Haindl 1
Richard Jacobs 1
Eric Hodgson 1
Jean Lalonde 1
Ylva Ferstl 1
Lewis Berman 1
Qiufeng Lin 1
Erik Steindecker 1
Kristen Macuga 1
James Marston 1
Pieter Seuntiens 1
Lydia Meesters 1
Rafał Piórkowski 1
Jinhui Yu 1
Xianjunsam Zheng 1
Junsong Zhang 1
Maarten Wijntjes 1
Jeffrey Cohn 1
Michael Wimmer 1
Katja Zibrek 1
Guangzhong Yang 1
Bing Wu 1
Jamie Ward 1
Atilla Baskurt 1
Iason Kastanis 1
Frederick Brooks, 1
Hans Gellersen 1
Georges Bonneau 1
Kwangin Kim 1
Marko Illi 1
Shaojing Fan 1
Cheston Tan 1
Bryan Koenig 1
Luigi Burigana 1
David Zhang 1
Megan Hofmann 1
Jaime Ruiz 1
Paolo Boi 1
Roger Hubbold 1
Roland Brémond 1
Christine Tong 1
Anjul Patney 1
Rebecca Todd 1
Sergio Canazza 1
Tingting Zhang 1
Ingrid Heynderickx 1
Claudia Moscoso 1
U Svensson 1
Krzysztof Orleanski 1
David Rogers 1
Stephen Sinclair 1
Bochao Li 1
Junghumpaul Yon 1
Jeffrey Bertrand 1
Jonathan Bakdash 1
Rudrava Roy 1
Florian Focone 1
Tina Ziemek 1
Mikko Laitinen 1
Guillaume Moreau 1
Amy Blank 1
Toni Virtanen 1
Shumin Zhai 1
Francesca Fortenbaugh 1
Roxanne Canosa 1
Thorsten Grosch 1
K Edmonds 1
R Sekuler 1
Laura Ottaviani 1
Lorne Whitehead 1
Timo Stich 1
Julianne Ayyad 1
Fredrik Bruzelius 1
Matthew Coxon 1
David Jacobs 1
Joseph Dunlop 1
Vaidehi Natu 1
Tiia Suomalainen 1
Jasminka Hasic 1
Elena Šikudová 1
Bing Li 1
Paolo Fiorini 1
Bernhard Spanlang 1
Paul Rosin 1
Frédéric Bevilacqua 1
Jan Fischer 1
Aditi Majumder 1
Daniel Ashmead 1
Hiromi Mochiyama 1
Shahram Payandeh 1
Jukka Häkkinen 1
Songchun Zhu 1
Alexander Jensenius 1
Robert Webster 1
Todd Murphy 1
Hendrik Van Veen 1
Jinjiang Guo 1
Omar Janeh 1
Monika Poetter-Nerger 1
Mounia Ziat 1
Mary Whitton 1
Guillaume Thibault 1
Ferran Argelaguet 1
James McCrae 1
Niloy Mitra 1
Jianhui Chen 1
Christian Theobalt 1
Charlie Frowd 1
Derek Carson 1
Francisco González 1
Yang Li 1
Robert Peters 1
Andrea Lagorio 1
Gavin Brelstaff 1
Mashhuda Glencross 1
Thomas Huang 1
Stefania Serafin 1
Jeremy Wyatt 1
Mark Hasegawa-Johnson 1
Julio De La Cruz 1
Jean Tree 1
Lisa Anthony 1
Alex Shaw 1
Julia Woodward 1
Claire Westerman 1
Stavri Nikolov 1
P Lovell 1
Pierre Bayerl 1
Heiko Neumann 1
Susan Munn 1
Christian Eitzinger 1
Thomas Thümmel 1
Karl Grosse 1
Jonathan Kervec 1
Holly Rushmeier 1
Marina Zannoli 1
Keith Gallagher 1
Suzanne Kozaitis 1
Basile Sauvage 1
Wijnand IJsselsteijn 1
Kang Zhang 1
Moshe Mahler 1
Ivelina Piryankova 1
Kaitlyn Schwalje 1
Mezgeb Mihtsentu 1
Asad Malik 1
Benjamin Höferlin 1
Mihalis Nicolaou 1
Philip Kellman 1
Damion Shelton 1
H Stripf 1
Michael Nees 1
Federico Fontana 1
Robert Jagnow 1
Ruth Rosenholtz 1
Amal Dorai 1
Fang Jiang 1
Olli Rummukainen 1
Miguel Martin 1
Manuela Pereira 1
Bjorn Blissing 1
Adam Anderson 1
Martti Juhola 1
Ali Khan 1
Jonas Beskow 1
Subhasis Chaudhuri 1
Brenna Klesel 1
Seth George 1
Vincent Hayward 1
Joshua Reiss 1
Elizabeth O'Neal 1
Muqun Li 1
Keiji Uchikawa 1
Djamel Hassaine 1
Raphael Höver 1
Debora Botturi 1
Suguru Saito 1
Mario Kleiner 1
Susan Paddock 1
Asad Tirmizi 1
Dirk Bartz 1
Jian Zhang 1
Samar Alsaleh 1
Thomas Bashford-Rogers 1
Mitsuko Aramaki 1
Kai Puolamäki 1
Ce Zhan 1
Yasuyuki Matsushita 1
Christian Jacquemin 1
Rolf Godøy 1
Jim Torresen 1
Regine Zopf 1
Olivier Perrotin 1
Eike Langbehn 1
Stéphane Ploix 1
James Tompkin 1
Belma Ramic-Brkic 1
Rangding Wang 1
Agata Kopacz 1
Athinodoros Georghiades 1
Linda Brodo 1
Mássimo Tistarelli 1
Stephen Brooks 1
Anthony Nordman 1
Emery Schubert 1
Barbara Matusiak 1
Anshul Singhal 1
Phillip Napieralski 1
Andrea Christensen 1
Francisco Serón 1
Jarke Van Wijk 1
Danny Holten 1
Jay Goyal 1
Cynthia Grelik 1
Samuel Elfassy 1
Erich Rome 1
Aidong Lu 1
Virginie Demulier 1
Cumhur Erkut 1
Hanni Kiiski 1
Ana Pires 1
Anna Vilaro 1
Andreas Kjellin 1
John Hicks 1
Harald Frenz 1
Markus Lappe 1
Anand Gramopadhye 1
Simon Harper 1
Eleni Michailidou 1
Abdullah Bulbul 1
Luca Turchet 1
Roope Raisamo 1
Sarah King 1
Steffi Beckhaus 1
Yingying Wang 1
Shin'ya Nishida 1
Ioannis Rigas 1
Jan Ondřej 1
Niamh Merriman 1
Nicolas Morales 1
Hsinni Ho 1
Mandayam Srinivasan 1
Mike Chantler 1
Stefan Thumfart 1
Werner Groissboeck 1
Heinz Ulbrich 1
Bert Dunk 1
Roy Anthony 1
Michael Geuss 1
Katharina Legde 1
Ronald Kneusel 1
Sebastian Pannasch 1
Cristy Ho 1
Adam Siekawa 1
Sangil Park 1
Tunç Aydın 1
Jean Burkhardt 1
CheeHian Tan 1
Ronald Berg 1
Andrea Van Doorn 1
Marcel Reinders 1
Emile Hendriks 1
Catarina Mendonca 1
Victor Cho 1
Gabriel Aversano 1
Giovanni De Poli 1
Paulo Fiadeiro 1
Cathryn Griffiths 1
David Eckley 1
Ennio Rapanà 1
Jacqueline Hollowood 1
Michael Pettitt 1
Sarah Sharples 1
Stefano Delle Monache 1
Xavier Boutillon 1
Amit Sawant 1
Simon Liversedge 1
Nicholaos Mourkoussis 1
Matthias Harders 1
De, Xu 1
Marco Vicentini 1
Olivier Houix 1
Debi Stransky 1
Rui Wang 1
Domenico Prattichizzo 1
Francesco Banterle 1
Naji Younes 1
Bedřich Beneš 1
Alan Chalmers 1
Roy Ruddle 1
Ekaterina Volkova 1
Victor Vergara 1
Hubert Dinse 1
Martin Buss 1
Seungmoon Choi 1
David Krum 1
Vincent Vidal 1
Irene Cheng 1
Dylan Shipman 1
Frank Steinicke 1
Alessandro Gulberti 1
Amin Abolhassani 1
Andreas Bulling 1
Christian Boucheny 1
Maud Marchal 1
Iksoo Lim 1
Joe Geigel 1
Topi Kaaresoja 1
Fangmei Chen 1
Mateu Sbert 1
Carl Salvaggio 1
Terry Peters 1
Marcia O'Malley 1
Li Li 1
Michael Tarr 1
Joohwan Kim 1
Jan Tauscher 1
Ruimin Zhang 1
Antonio Rodà 1
Larry Price 1
Amit Bhardwaj 1
Séréna Bochereau 1
Luke Franzen 1
Lindsay Long 1
Justin Kern 1
Diego Gutierrez 1
Martin Giese 1
Kate Devlin 1
Dirk Heylen 1
Andy Woods 1
Junji Watanabe 1
Ross Whitaker 1
Kathleen Turano 1
William Warren 1
Philip Fink 1
Cara Tigue 1
Catherine Reed 1
Insu Yu 1
J Kho 1
Thomas Aten 1
David McGookin 1
Victoria Eyharabide 1
Jean Martin 1
Xiaodan Zhuang 1
Michael Curtis 1
Kristopher Blom 1
Masataka Sawayama 1
Jennifer Hyde 1
Reza Shadmehr 1
Al Robinson 1
Reynold Bailey 1
Cindy Grimm 1
Joanna McHugh 1
Edwin Lughofer 1
Eric Bachmann 1
Michael Mozer 1
Rebekka Renner 1
Ralph Stelzer 1
Martin Čadík 1
Robert Rohling 1
Dongjin Li 1
Moncef Gabbouj 1
Kerstin Ruhland 1
Adrian Chung 1
Frances Martin 1
Harri Ojanen 1
Jos Roerdink 1
Mario Urbina 1
Gineke Holt 1
Christian Linz 1
Steve Grogorick 1
Duygu Cetegen 1
François Guimbretière 1
Weihua Xiong 1
Joan Llobera 1
Oscar Anson 1
Sandy Irani 1
Naoyuki Takesue 1
Hideo Fujimoto 1
John Philbeck 1
Stella Raventos 1
SØlvi Ystad 1
Christina Dicke 1
Mingtian Zhao 1
Yusuke Sugano 1
Timothy Goldsmith 1
Jean Gyss 1
Catherine Clarke 1
Panaioti 1
Martin Tegenthoff 1
Jerome Pasquero 1
Vincent Lévesque 1
Catherine Conlin 1
Jacques Droulez 1
Karan Singh 1
Jan Kautz 1
Tiantsong Ng 1
Daniel Scherzer 1
Bernard Adelstein 1
Robert Ward 1
Michael Ingleby 1
Rayka Mohebbi 1
Valentino Vargiu 1
Kamyar Abhari 1
Katherine Breeden 1

Affiliation Paper Counts
Santa Fe Institute 1
Utrecht University 1
University of Minnesota System 1
Microsoft Corporation 1
Brandeis University 1
University of Tasmania 1
Macquarie University 1
Korea Advanced Institute of Science & Technology 1
Complexite, Innovation, Activites Motrices et Sportives 1
Institute of Fundamental Technological Research Pas Warsaw 1
York St John University 1
Sabanci University 1
Ecole Polytechnique 1
Liverpool John Moores University 1
University of Warsaw 1
BBN Technologies 1
Washington University in St. Louis 1
Aptima, Inc 1
HRL Laboratories 1
University of Southern Maine 1
Vassar College 1
Dublin Institute of Technology 1
Kalamazoo College 1
Lawrence Technological University 1
Texas A and M University 1
Harbin Institute of Technology 1
INSA Rennes 1
LCPC Laboratoire Central des Ponts et Chaussees 1
Rhodes College 1
Helmholtz Research School 1
Northern Michigan University 1
National University of Singapore 1
Fraunhofer Institute for Intelligent Analysis and Information Systems IAIS 1
University of Maine 1
University of Virginia 1
Ryerson University 1
The University of Hong Kong 1
University of Pennsylvania 1
University of Gavle 1
University of Canberra 1
Los Alamos National Laboratory 1
Xiamen University 1
University of Mississippi 1
Technical University of Darmstadt 1
Universite Paris Descartes 1
Royal Holloway University of London 1
Loughborough University 1
University of Southampton 1
Google Inc. 1
Heriot-Watt University, Edinburgh 1
University of Pittsburgh 1
Saarland University 1
Florida Atlantic University 1
Hong Kong Polytechnic University 1
Laval University 1
Universitat Politecnica de Catalunya 1
University of Bonn 1
Universidad de la Republica 1
University of Tubingen 1
U.S. Army Research Laboratory 1
Ecole Centrale de Nantes 1
Korea University 1
IBM Almaden Research Center 1
Centro de Investigacion Cientifica y de Educacion Superior de Ensenada 1
Institute of Automation Chinese Academy of Sciences 1
Sejong University 1
The University of North Carolina at Asheville 1
University of Kiel 1
Medical Research Council 1
University of Leeds 1
University of Lincoln 1
HP Labs 1
Microsoft Research Asia 1
University of Copenhagen 1
University of Northumbria 1
St. Louis University 1
University of Siena 1
Chalmers University of Technology 1
Laboratoire Traitement et Communication de l'Information 1
The University of North Carolina at Charlotte 1
Skidmore College 1
Celal Bayar University 1
Curtin University of Technology, Perth 1
University of Essex 1
Tata Institute of Fundamental Research 1
Profactor GmbH 2
Zhejiang University 2
Sheridan College Institute of Technology and Advanced Learning 2
Florida Institute of Technology 2
INSA Lyon 2
Royal Institute of Technology 2
Bilkent University 2
Osaka University 2
Center for Scientific Computing Finland 2
University of Durham 2
University of Groningen, University Medical Center Groningen 2
Justus Liebig University Giessen 2
Sarajevo School of Science and Technology 2
Fraunhofer Institute for Production Systems and Design Technology IPK 2
Tsinghua University 2
INRIA Sophia Antipolis 2
North Carolina State University 2
University of Central Florida 2
University of Colorado at Boulder 2
National Institute of Standards and Technology 2
Dartmouth College 2
University of Canterbury 2
Queen Mary, University of London 2
Arizona State University 2
Tampere University of Technology 2
Max Planck Institute for Intelligent Systems 2
University of Munster 2
University of California, Santa Cruz 2
NASA Ames Research Center 2
University of Huddersfield 2
University of Nottingham 2
DePauw University 2
University of Sao Paulo 2
Universite de Strasbourg 2
Middle East Technical University 2
Ecole des Mines de Paris 2
University System of New Hampshire 2
Sandia National Laboratories, New Mexico 2
University of Oxford 2
Beijing Jiaotong University 2
University of Alberta 2
Ningbo University 2
Indian Institute of Technology, Bombay 2
Catholic University of Leuven, Leuven 2
Charite - Universitatsmedizin Berlin 2
Stony Brook University 2
Universite Grenoble Alpes 2
University of Birmingham 2
University of Siegen 2
Brown University 2
University of California, Irvine 2
Hamburg University Hospital and Medical School 2
Institute for Infocomm Research, A-Star, Singapore 2
University of Tokyo 2
Boston College 2
Nankai University 2
Universite Paris Saclay 2
Universite de Poitiers 3
University of Stirling 3
Universidad Autonoma de Barcelona 3
Rice University 3
Universite Pierre et Marie Curie 3
University of Roma La Sapienza 3
Bangor University 3
Dalhousie University 3
Colorado State University 3
Chiba University 3
Lancaster University 3
University of Twente 3
University of Ontario Institute of Technology 3
IUAV University of Venice 3
University of Groningen 3
University of Limerick 3
Johannes Kepler University Linz 3
Arizona State University Polytechnic Campus 3
North Dakota State University 3
Brandenburg University of Technology Cottbus 3
Swiss Federal Institute of Technology, Zurich 3
University of Genoa 3
Aalborg University 3
National Research Council Canada 3
Netherlands Organisation for Applied Scientific Research - TNO 3
University of California, Davis 3
Universitat de Girona 3
Uppsala University 3
West Pomeranian University of Technology 3
Miami University Oxford 3
NVIDIA 3
Italian Institute of Technology 4
Technical University of Crete 4
University of Social Sciences and Humanities 4
Aix Marseille Universite 4
University of Montreal 4
Norwegian University of Science and Technology 4
Swarthmore College 4
University of Southern California 4
University of Bielefeld 4
Wright-Patterson AFB 4
Tokyo Institute of Technology 4
Queen's University, Kingston 4
University of California, Berkeley 4
University of Beira Interior 4
Hertie Institute for Clinical Brain Research 4
University of Zurich 4
Imperial College London 4
University of Cagliari 4
University of California, Los Angeles 4
George Washington University 4
University of Maryland 4
University of Oslo 4
Nagoya Institute of Technology 5
University of Sussex 5
The University of British Columbia 5
University of Florida 5
University of Sassari 5
Universite de Lyon 5
Yale University 5
University of Toronto 5
University of Ulm 5
University of Stuttgart 5
National Institute on Aging 5
University of Hamburg 5
Stanford University 5
Georgia Institute of Technology 5
University of Minnesota Twin Cities 5
University of Nebraska - Lincoln 5
University of Rochester 5
Cardiff University 5
Laobratoire d'Informatique pour la Mecanique et les Sciences de l'Ingenieur 5
Boston University 5
University of Illinois at Urbana-Champaign 6
University of York 6
University of Glasgow 6
Simon Fraser University 6
University of Plymouth 6
Harvard Medical School 6
The University of Western Ontario 6
University of New Mexico 6
CNRS Centre National de la Recherche Scientifique 6
University of Wollongong 6
INRIA Institut National de Rechereche en Informatique et en Automatique 6
University College London 7
University of Cambridge 7
The University of North Carolina at Chapel Hill 7
Technical University of Dresden 7
University of New Hamsphire Durham 7
Ruhr University of Bochum 7
Michigan Technological University 7
The University of Warwick 7
Universidad de Zaragoza 7
University of Manchester 7
Johns Hopkins University 7
Universite Paris-Sud XI 8
Universitat de Barcelona 8
University of Verona 8
Nippon Telegraph and Telephone Corporation 8
University of California, Santa Barbara 8
University of Padua 8
Delft University of Technology 9
University of Texas at Dallas 10
Nokia Corporation 10
Texas State University-San Marcos 10
Vienna University of Technology 11
University of Reading 11
Technical University of Munich 11
Massachusetts Institute of Technology 12
University of Tampere 12
Rochester Institute of Technology 13
University of Helsinki 13
Technische Universitat Braunschweig 13
York University Canada 13
Eindhoven University of Technology 14
Iowa State University 15
Max Planck Institute for Informatics 16
Purdue University 19
McGill University 20
Vanderbilt University 20
University of Bristol 20
Aalto University 21
University of Iowa 23
Carnegie Mellon University 27
University of Utah 27
Clemson University 29
University of Dublin, Trinity College 42
Max Planck Institute for Biological Cybernetics 56

ACM Transactions on Applied Perception (TAP)
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